{"id":3629,"date":"2020-11-13T21:27:05","date_gmt":"2020-11-13T13:27:05","guid":{"rendered":"http:\/\/www.sniper97.cn\/?p=3629"},"modified":"2020-11-13T21:27:05","modified_gmt":"2020-11-13T13:27:05","slug":"%e3%80%90transformers%e3%80%91tfbertmodel","status":"publish","type":"post","link":"http:\/\/www.sniper97.cn\/index.php\/note\/deep-learning\/transformers\/3629\/","title":{"rendered":"\u3010transformers\u3011TFBertModel"},"content":{"rendered":"\n<p><strong>\u8bf4\u660e\uff1a\u672c\u9875\u6240\u6709\u94fe\u63a5\u5747\u6b63\u786e\u65e0\u8bef\uff0c\u5982\u679c\u53d1\u751f404\u6216\u8005\u53cd\u5e94\u7f13\u6162\uff0c\u662f\u7531\u4e8e\u4f17\u6240\u5468\u77e5\u7684\u539f\u56e0\uff0c\u81ea\u884c\u89e3\u51b3\u3002<\/strong><\/p>\n\n\n<p>\u672c\u7ae0\u5c06\u7528transformers\u7684TFBertModel\u6765\u5b9e\u73b0\u6587\u672c\u5206\u7c7b\u3002<\/p>\n\n\n<p>\u9996\u5148\u4ecb\u7ecdtransformers\uff08<a rel=\"noreferrer noopener\" aria-label=\"github\uff08\u5728\u65b0\u7a97\u53e3\u6253\u5f00\uff09\" href=\"https:\/\/github.com\/huggingface\/transformers\" target=\"_blank\">github<\/a>\uff09\uff0c\u5b83\u662f\u4e00\u4e2a\u201cState-of-the-art Natural Language Processing for PyTorch and TensorFlow 2.0 \u201d\uff0c\u4e5f\u5c31\u662f\u8bf4\u5b83\u6574\u5408\u4e86\u76ee\u524d\u81ea\u7136\u8bed\u8a00\u5904\u7406\u65b9\u5411\u7684\u5404\u79cd\u6a21\u578b\uff08\u4e0d\u4e4fBert\u3001GPT\u3001GET-2\u3001XLNet\u4ee5\u53ca\u5404\u79cd\u7f51\u7edc\u884d\u751f\u7248\u672c\uff0c\u8be6\u89c1<a rel=\"noreferrer noopener\" aria-label=\"\u8fd9\u91cc\uff08\u5728\u65b0\u7a97\u53e3\u6253\u5f00\uff09\" href=\"https:\/\/huggingface.co\/transformers\/pretrained_models.html\" target=\"_blank\">\u8fd9\u91cc<\/a>\uff09\uff0c\u800c\u4e14\u652f\u6301tf2\uff08\u5373\u4f7f<a rel=\"noreferrer noopener\" aria-label=\"\u5b98\u65b9\u6587\u6863\uff08\u5728\u65b0\u7a97\u53e3\u6253\u5f00\uff09\" href=\"https:\/\/huggingface.co\/transformers\/\" target=\"_blank\">\u5b98\u65b9\u6587\u6863<\/a>\u5ba3\u79f0\u652f\u6301TensorFlow 2.0\u4ee5\u53ca\u4e0a\uff0c\u4f46\u662f\u7531\u4e8e\u6587\u6863\u66f4\u65b0\u7684\u6ede\u540e\uff0c\u65b0\u7248\u672c\u7684transformers\u9700\u8981TensorFlow 2.3\u53ca\u4ee5\u4e0a\u624d\u53ef\u4ee5\u6b63\u786e\u8fd0\u884c\uff0cpytorch\u6682\u65f6\u6ca1\u6709\u505a\u6d4b\u8bd5\uff09\u548cpytorch\u3002<\/p>\n\n\n<p>\u4e0b\u9762\u4ecb\u7ecdTFBertModel\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\">TFBertModel<\/h2>\n\n\n<h3 class=\"wp-block-heading\">\u6587\u6863<\/h3>\n\n\n<p>\u8fd9\u4e2a\u7c7b\u662f\u6700\u57fa\u672c\u7684Bert\u6a21\u578b\uff0c\u5148\u7b80\u5355\u770b\u770b\u6587\u6863\uff0c\u7a0d\u540e\u6211\u4eec\u5c06\u8fdb\u884c\u6e90\u7801\u5206\u6790\u3002<\/p>\n\n\n<p> TFBertModel \u7ee7\u627f\u81eaTFPreTrainedModel\uff0c\u540c\u65f6\u7ee7\u627f\u4e86tf.keras.Model\u3002\u5b83\u652f\u6301\u591a\u79cd\u8f93\u5165\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n<ul><li> <code>model(inputs_ids)<\/code> <\/li><li> <code>model([input_ids, attention_mask])<\/code> <\/li><li> <code>model([input_ids, attention_mask, token_type_ids])<\/code> <\/li><li> <code>model({\"input_ids\": input_ids, \"token_type_ids\": token_type_ids})<\/code> <\/li><li>&#8230;&#8230;<\/li><\/ul>\n\n\n<p>\u53ef\u4ee5\u770b\u89c1\u5bf9\u4e8e\u8f93\u5165\u7684\u9650\u5236\u5f88\u677e\uff0c\u5176\u5b9e\u5b83\u8fd8\u652f\u6301\u5f88\u591a\u5b57\u6bb5<\/p>\n\n\n<pre class=\"wp-block-code\"><code>    def call(\n        self,\n        inputs,\n        attention_mask=None,\n        token_type_ids=None,\n        position_ids=None,\n        head_mask=None,\n        inputs_embeds=None,\n        output_attentions=None,\n        output_hidden_states=None,\n        return_dict=None,\n        training=False,\n    ):<\/code><\/pre>\n\n\n<p>\u6700\u7ec8\u8fd4\u56de\u4e00\u4e2a\u7c7b\u4f3c\u4e8e\u5b57\u5178\u7684\u6570\u636e\u7ed3\u6784\uff0c\u5305\u62ecBert\u7ebf\u6027\u5c42\u7684\u8f93\u51fa\u3001\u6700\u540e\u4e00\u5c42\u9690\u85cf\u5c42\uff08Bert\u7ebf\u6027\u5c42\u7684\u8f93\u5165\uff09\u4ee5\u53ca\u6240\u6709\u7684\u9690\u85cf\u5c42\u72b6\u6001\uff08optional\uff09\u3001\u6240\u6709\u7684\u6ce8\u610f\u529b\u53c2\u6570\uff08optional\uff09\u3002<\/p>\n\n\n<p>\u8be6\u7ec6\u6587\u6863\u5728<a rel=\"noreferrer noopener\" aria-label=\"\u8fd9\u91cc\uff08\u5728\u65b0\u7a97\u53e3\u6253\u5f00\uff09\" href=\"https:\/\/huggingface.co\/transformers\/model_doc\/bert.html#tfbertmodel\" target=\"_blank\">\u8fd9\u91cc<\/a>\u3002<\/p>\n\n\n<p>\u7b80\u5355\u770b\u8fc7\u6587\u6863\u540e\u6211\u4eec\u5148\u770b\u4ee3\u7801\uff1a<\/p>\n\n\n<h3 class=\"wp-block-heading\">\u6570\u636e\u5904\u7406<\/h3>\n\n\n<p>\u9996\u5148\u662f\u6570\u636e\u5904\u7406\uff0ctransformers\u63d0\u4f9b\u4e86tokenizer\u6765\u8fdb\u884ctext-&gt;token\u3002<\/p>\n\n\n<p>tokenizer\u63d0\u4f9b\u4e86encoder_plus\u6765\u7f16\u7801\uff08\u8fd8\u6709 encoder\u751a\u81f3\u6784\u9020\u65b9\u6cd5\u6765\u8fdb\u884c\u7f16\u7801\uff0c\u4f46\u662f\u53ea\u8bb2\u4e00\u4e2a\u6700\u5168\u7684\uff09<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"851\" height=\"469\" src=\"\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-1.png\" alt=\"\" class=\"wp-image-3630\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-1.png 851w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-1-300x165.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-1-768x423.png 768w\" sizes=\"(max-width: 851px) 100vw, 851px\" \/><\/figure><\/div>\n\n\n<p>\u53ef\u4ee5\u770b\u5230\u8f93\u5165\u7684\u53c2\u6570\u6709\u5f88\u591a\uff0c\u5177\u4f53\u53c2\u6570\u529f\u80fd\u8be6\u89c1\u6587\u6863\u3002<\/p>\n\n\n<p>\u6211\u4eec\u4f7f\u7528\u53ef\u4ee5\u76f4\u63a5<\/p>\n\n\n<pre class=\"wp-block-code\"><code>inputs = tokenizer.encode_plus('\u4f60\u597dtransformers', max_length=50, padding='max_length')<\/code><\/pre>\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"191\" src=\"\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-2-1024x191.png\" alt=\"\" class=\"wp-image-3631\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-2-1024x191.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-2-300x56.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-2-768x143.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-2.png 1082w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n<p>\u6211\u4eec\u5c31\u53ef\u4ee5\u53d1\u73b0\u8fd4\u56de\u4e86token\u3001attention mask\u7b49\u53c2\u6570\uff0c\u800c\u8fd9\u4e9b\u53c2\u6570\u53ef\u4ee5\u76f4\u63a5\u8f93\u5165\u5230model.call\u4e2d\u3002<\/p>\n\n\n<p>\u5176\u4ed6\u6570\u636e\u5904\u7406\u4ee3\u7801\u5c31\u4e0d\u4f5c\u8bb2\u89e3\u4e86\uff0c\u53ef\u4ee5\u53bb\u67e5\u770b\u6e90\u7801\uff0c\u6e90\u7801\u5728\u540e\u9762\u4f1a\u7ed9\u51fagithub\u94fe\u63a5\u3002<\/p>\n\n\n<p>\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u76ee\u524dencode_plus\u597d\u50cf\u4e0d\u652f\u6301\u6279\u91cf\u83b7\u53d6token\uff0c\u56e0\u6b64\u9700\u8981\u4e00\u6b21\u4e00\u6b21\u83b7\u53d6\u7136\u540e\u8f6c\u6362\u6210ndarry\u3002<\/p>\n\n\n<p>\u5982\u679c\u8981\u4f7f\u7528batch\u90a3\u4e48\u89c2\u5bdf\u524d\u9762\u63d0\u5230\u7684model.call()\u7684\u683c\u5f0f\uff0c\u5e76\u6ca1\u6709\u8ddfbatch_size\u6709\u5173\u7684\u53c2\u6570\uff0c\u56e0\u6b64\u8981\u5728\u6570\u636e\u5904\u7406\u90e8\u5206\u5904\u7406\uff0c\u5c06\u6240\u6709\u7684\u4e09\u79cd\u8f93\u5165\uff08\u795e\u7ecf\u7f51\u7edc\u8f93\u5165\uff09\u5206\u522b\u53d6\u51fa\u3002<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"535\" height=\"113\" src=\"\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-3.png\" alt=\"\" class=\"wp-image-3632\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-3.png 535w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-3-300x63.png 300w\" sizes=\"(max-width: 535px) 100vw, 535px\" \/><\/figure><\/div>\n\n\n<p>\u540e\u66f4\uff1a\u627e\u5230\u4e86encode_plus_batch\u652f\u6301\u6279\u5904\u7406\uff0c\u4f46\u662f\u76ee\u524d\u8fd8\u4e0d\u6e05\u695a\u8fd4\u56de\u6570\u636e\u683c\u5f0f\u9700\u4e0d\u9700\u8981\u5904\u7406\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\">\u6a21\u578b\u7f16\u5199<\/h3>\n\n\n<pre class=\"wp-block-preformatted\">class MyTFBert(tf.keras.Model):\n    def __init__(self):\n        super(MyTFBert, self).__init__()\n        self.bert = TFBertModel.from_pretrained('bert-base-chinese', return_dict=True)\n        self.dropout = tf.keras.layers.Dropout(0.1)\n        self.dense = tf.keras.layers.Dense(10, activation='softmax')\n        self.dense2 = tf.keras.layers.Dense(768, activation='tanh')\n    def call(self, inputs):\n        idx, attn, ids = inputs\n        hidden = self.bert(idx, attention_mask=attn, token_type_ids=ids, training=False)\n        temp = hidden[1]\n        temp = self.dropout(temp, training=True)\n        out = self.dense(temp)\n        return out<\/pre>\n\n\n<p>\u8fd9\u4e2a\u5c31\u6bd4\u8f83\u7b80\u5355\u4e86\uff0c\u503c\u5f97\u4e00\u63d0\u7684\u5c31\u662fbert\u7684\u8fd4\u56de\uff0c\u4e0a\u9762\u63d0\u5230\uff0c\u8fd4\u56de\u4e86\u4e09\u4e2a\uff0c\u800c\u6211\u4eec\u9700\u8981\u7684\u662f\u7b2c\u4e8c\u4e2a\uff0c\u4e5f\u5c31\u662fpooler_output\uff0c\u90a3\u4e48last_hidden_state\u662f\u4ec0\u4e48\u5462\uff1f\u6211\u4eec\u89c2\u5bdf\u6587\u6863\uff1a<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"152\" src=\"\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-4-1024x152.png\" alt=\"\" class=\"wp-image-3633\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-4-1024x152.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-4-300x45.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-4-768x114.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-4.png 1041w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u6211\u4eec\u53ef\u4ee5\u5f97\u51fa\uff0clast_hidden_state \u548c pooler_output \u53ea\u591a\u4e86\u4e00\u4e2a\u201cLinear layer and a Tanh activation function\u201d\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5c06Bert\u7684\u8f93\u51fa\u653e\u5165\u4e00\u4e2aFC\u3002\u5728\u540e\u9762\u6211\u4eec\u4e5f\u4f1a\u5206\u6790\u6e90\u7801\u548c\u5b9e\u9645\u64cd\u4f5c\u786e\u5b9a\u8fd9\u4e2a\u60f3\u6cd5\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\">\u6e90\u7801<\/h3>\n\n\n<p>\u6211\u4eec\u9996\u5148\u770bTFBertModel\u7684\u6e90\u7801\u3002<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"433\" height=\"94\" src=\"\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-12.png\" alt=\"\" class=\"wp-image-3643\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-12.png 433w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-12-300x65.png 300w\" sizes=\"(max-width: 433px) 100vw, 433px\" \/><\/figure><\/div>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"556\" height=\"295\" src=\"\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-5.png\" alt=\"\" class=\"wp-image-3634\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-5.png 556w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-5-300x159.png 300w\" sizes=\"(max-width: 556px) 100vw, 556px\" \/><\/figure><\/div>\n\n\n<p>\u6211\u4eec\u770b\u5230\uff0c\u4e3b\u8981\u6709embedding\u3001encoder\u3001pooler\u51e0\u4e2a\u6a21\u578b\u3002<\/p>\n\n\n<p>call\u4e2d\uff1a<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"351\" height=\"257\" src=\"\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-6.png\" alt=\"\" class=\"wp-image-3635\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-6.png 351w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-6-300x220.png 300w\" sizes=\"(max-width: 351px) 100vw, 351px\" \/><\/figure><\/div>\n\n\n<p>\u53ef\u4ee5\u770b\u5230\uff0cencoder\u8f93\u51fa\u540e\uff0c\u83b7\u53d6last_hidden_state\u7136\u540epooler\uff08\u4e5f\u5c31\u662fDense\uff0c\u7ee7\u7eed\u770b\u6e90\u7801\uff09<\/p>\n\n\n<p>\u6211\u4eec\u7ee7\u7eed\u770bencoder\u7684\u6e90\u7801\uff1a<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"811\" height=\"113\" src=\"\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-7.png\" alt=\"\" class=\"wp-image-3636\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-7.png 811w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-7-300x42.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-7-768x107.png 768w\" sizes=\"(max-width: 811px) 100vw, 811px\" \/><\/figure><\/div>\n\n\n<p>\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0c\u662f\u591a\u5c42bert\u7684\u53e0\u52a0\u3002<\/p>\n\n\n<p>\u7136\u540epooler\uff1a<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"571\" height=\"207\" src=\"\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-8.png\" alt=\"\" class=\"wp-image-3637\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-8.png 571w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-8-300x109.png 300w\" sizes=\"(max-width: 571px) 100vw, 571px\" \/><\/figure><\/div>\n\n\n<p>\u53ea\u662f\u4e00\u4e2aDense\u5c42\uff0c\u7136\u540e\u6211\u4eec\u7ee7\u7eed\u770bcall<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"593\" height=\"159\" src=\"\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-9.png\" alt=\"\" class=\"wp-image-3638\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-9.png 593w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2020\/11\/\u56fe\u7247-9-300x80.png 300w\" sizes=\"(max-width: 593px) 100vw, 593px\" \/><\/figure><\/div>\n\n\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u8fd9\u91cc\u4f7f\u7528\u7b2c\u4e00\u4e2atoken\u7684embedding\u8f93\u51fa\u7136\u540e\u8fdb\u884cdense\u3002<\/p>\n\n\n<p>\u5230\u8fd9\u91cc\u6211\u4eec\u5c31\u57fa\u672c\u7f15\u6e05\u4e86transformers\u7684TFBertModel\u7684\u80cc\u540e\u6d41\u7a0b\u3002<\/p>\n\n\n<p>\u6211\u4eec\u4e5f\u53ef\u4ee5\u770b\u5230\uff0c\u5728TFBertModel\u79cdpooler\u8fd4\u56de\u7684pooler_output\u4f5c\u4e3a\u8fd4\u56de\u7684poooler_output\u8fd4\u56de\uff0c\u56e0\u6b64\u6211\u4eec\u4e5f\u5c31\u786e\u5b9a\u4e86last_hidden_state\u548cpooler_output\u7684\u5173\u7cfb\uff0c\u53ea\u662fTFBertPooler\u7684\u533a\u522b\uff0c\u5c31\u662f\u53d6\u7b2c\u4e00\u4e2atoken\u7684embedding\u7136\u540e\u8fdb\u884cdense\u64cd\u4f5c\u3002<\/p>\n\n\n<p><a href=\"https:\/\/github.com\/Sniper970119\/ExampleForTransformers\/tree\/master\/T_BertModel\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"\u5b8c\u6574\u6e90\u7801\uff08\u5728\u65b0\u7a97\u53e3\u6253\u5f00\uff09\">\u5b8c\u6574\u6e90\u7801<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bf4\u660e\uff1a\u672c\u9875\u6240\u6709\u94fe\u63a5\u5747\u6b63\u786e\u65e0\u8bef\uff0c\u5982\u679c\u53d1\u751f404\u6216\u8005\u53cd\u5e94\u7f13\u6162\uff0c\u662f\u7531\u4e8e\u4f17\u6240\u5468\u77e5\u7684\u539f\u56e0\uff0c\u81ea\u884c\u89e3\u51b3\u3002 \u672c\u7ae0\u5c06\u7528 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_mi_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[25],"tags":[],"views":4534,"_links":{"self":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/posts\/3629"}],"collection":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/comments?post=3629"}],"version-history":[{"count":0,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/posts\/3629\/revisions"}],"wp:attachment":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/media?parent=3629"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/categories?post=3629"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/tags?post=3629"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}